Financial Models
Statistics
Data Review
Explorations
Realizing Potential Through Data Analysis
Data Analytics Fundamentals
Key Metrics for Big Data Success
Approaches
Text Mining Approaches 
Deep Learning
Models: Using neural networks for more complex text classification tasks
...Risk Management: Identifying potential risks by analyzing news articles and
financial reports
...
Statistics 
Financial Analysis: Statistics aids in evaluating investment opportunities, forecasting sales, and assessing financial risks
...Overfitting: Creating overly complex
models that perform well on training data but poorly on unseen data
...
Data Review 
Predictive Analysis Uses statistical
models to forecast future outcomes
...Financial Analysis: Reviewing financial data to support budgeting and forecasting
...
Explorations 
Predictive Analysis: Utilizes statistical
models and machine learning techniques to forecast future outcomes based on historical data
...Financial Analysis: Assessing financial performance and risk management
...
Realizing Potential Through Data Analysis 
Sales reports,
financial statements Diagnostic Analysis Investigates data to determine causes of trends and outcomes
...cause analysis, performance evaluation Predictive Analysis Uses statistical
models to forecast future outcomes based on historical data
...
Data Analytics Fundamentals 
Predictive Analytics: Predictive analytics uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...Financial Analytics: Analyzing financial performance, forecasting revenue, and managing risks
...
Key Metrics for Big Data Success 
Return on Investment (ROI) ROI is a crucial metric for evaluating the
financial success of big data initiatives
...Predictive Accuracy Predictive accuracy is a measure of how well predictive
models perform in forecasting outcomes based on historical data
...
Approaches 
Finance Monitoring
financial performance over time
...Key Techniques Optimization
Models: Mathematical models that find the best solution from a set of feasible solutions
...
Common Statistical Methods 
3: Types of Regression Analysis Type Description Linear Regression
Models the relationship between two variables
...Financial Analysis: Evaluating investment risks and returns using regression and hypothesis testing
...
Data Utilization 
Predictive Analytics: Using statistical
models and machine learning techniques to forecast future outcomes based on historical data
...Finance
Financial institutions leverage data for risk assessment, fraud detection, and customer segmentation to offer tailored financial products
...
Mit guten Ideen nebenberuflich selbstständig machen
Der Trend bei der Selbständigkeit ist auf gute Ideen zu setzen und dabei vieleich auch noch nebenberuflich zu starten - am besten mit einem guten Konzept ...